Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 387 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 51.5 KiB |
| Average record size in memory | 136.3 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 4 |
close is highly correlated with dif_M50M180 | High correlation |
RSI_14 is highly correlated with Z_30 | High correlation |
Z_30 is highly correlated with RSI_14 | High correlation |
dif_M50M180 is highly correlated with close | High correlation |
close has unique values | Unique |
RSI_14 has unique values | Unique |
ROC_2 has unique values | Unique |
Z_30 has unique values | Unique |
dif_M50M180 has unique values | Unique |
ratio_M50M180 has unique values | Unique |
dif_M5M20 has unique values | Unique |
ratio_M5M20 has unique values | Unique |
dif_M20M50 has unique values | Unique |
ratio_M20M50 has unique values | Unique |
ratio_MACDh_12_26_9 has unique values | Unique |
obv_pct_delta has unique values | Unique |
Reproduction
| Analysis started | 2021-04-06 04:01:30.337984 |
|---|---|
| Analysis finished | 2021-04-06 04:02:15.622434 |
| Duration | 45.28 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 323.418635 |
|---|---|
| Minimum | 44.64199829 |
| Maximum | 883.0900269 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | 44.64199829 |
|---|---|
| 5-th percentile | 51.39059906 |
| Q1 | 106.6080017 |
| median | 201.8699951 |
| Q3 | 449.5750122 |
| 95-th percentile | 823.1479797 |
| Maximum | 883.0900269 |
| Range | 838.4480286 |
| Interquartile range (IQR) | 342.9670105 |
Descriptive statistics
| Standard deviation | 250.9303487 |
|---|---|
| Coefficient of variation (CV) | 0.775868554 |
| Kurtosis | -0.7627792787 |
| Mean | 323.418635 |
| Median Absolute Deviation (MAD) | 135.8819962 |
| Skewness | 0.7192536512 |
| Sum | 125163.0117 |
| Variance | 62966.03989 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 137.3439941 | 1 | 0.3% |
| 297.9159851 | 1 | 0.3% |
| 755.9799805 | 1 | 0.3% |
| 486.6400146 | 1 | 0.3% |
| 188.1340027 | 1 | 0.3% |
| 297.4979858 | 1 | 0.3% |
| 418.3200073 | 1 | 0.3% |
| 187.0559998 | 1 | 0.3% |
| 145.0299988 | 1 | 0.3% |
| 699.5999756 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| 44.64199829 | 1 | |
| 45.74000168 | 1 | |
| 46.2859993 | 1 | |
| 46.60599899 | 1 | |
| 47.54399872 | 1 |
| Value | Count | Frequency (%) |
| 883.0900269 | 1 | |
| 880.7999878 | 1 | |
| 880.0200195 | 1 | |
| 872.789978 | 1 | |
| 864.1599731 | 1 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61.25107956 |
|---|---|
| Minimum | 24.28249643 |
| Maximum | 93.05754452 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | 24.28249643 |
|---|---|
| 5-th percentile | 38.98945605 |
| Q1 | 51.75180877 |
| median | 60.67429265 |
| Q3 | 72.08953983 |
| 95-th percentile | 81.98148611 |
| Maximum | 93.05754452 |
| Range | 68.77504809 |
| Interquartile range (IQR) | 20.33773105 |
Descriptive statistics
| Standard deviation | 13.47590739 |
|---|---|
| Coefficient of variation (CV) | 0.2200109367 |
| Kurtosis | -0.5223758431 |
| Mean | 61.25107956 |
| Median Absolute Deviation (MAD) | 10.47695295 |
| Skewness | -0.184449461 |
| Sum | 23704.16779 |
| Variance | 181.60008 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 59.9023806 | 1 | 0.3% |
| 60.23009381 | 1 | 0.3% |
| 57.88922429 | 1 | 0.3% |
| 56.24315448 | 1 | 0.3% |
| 61.72980135 | 1 | 0.3% |
| 46.25036827 | 1 | 0.3% |
| 64.85935072 | 1 | 0.3% |
| 54.77978701 | 1 | 0.3% |
| 72.58739822 | 1 | 0.3% |
| 59.73346103 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| 24.28249643 | 1 | |
| 26.80044135 | 1 | |
| 27.65317172 | 1 | |
| 28.44350398 | 1 | |
| 29.57656114 | 1 |
| Value | Count | Frequency (%) |
| 93.05754452 | 1 | |
| 90.59572813 | 1 | |
| 86.18214346 | 1 | |
| 85.27324329 | 1 | |
| 85.24971415 | 1 |
INC_2
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 387 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
| Value | Count | Frequency (%) |
| 1 | 232 | |
| 0 | 155 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1 | 232 | |
| 0 | 155 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 232 | |
| 0 | 155 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 387 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 232 | |
| 0 | 155 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 387 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 232 | |
| 0 | 155 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 387 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 232 | |
| 0 | 155 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.628300091 |
|---|---|
| Minimum | -21.29815696 |
| Maximum | 36.35120335 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -21.29815696 |
|---|---|
| 5-th percentile | -9.449591187 |
| Q1 | -2.090018523 |
| median | 1.085776951 |
| Q3 | 4.742501507 |
| 95-th percentile | 13.54410617 |
| Maximum | 36.35120335 |
| Range | 57.64936031 |
| Interquartile range (IQR) | 6.83252003 |
Descriptive statistics
| Standard deviation | 7.355380335 |
|---|---|
| Coefficient of variation (CV) | 4.517214225 |
| Kurtosis | 2.363779091 |
| Mean | 1.628300091 |
| Median Absolute Deviation (MAD) | 3.46401167 |
| Skewness | 0.4654430768 |
| Sum | 630.1521354 |
| Variance | 54.10161987 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.116341639 | 1 | 0.3% |
| 9.353308389 | 1 | 0.3% |
| 1.085776951 | 1 | 0.3% |
| 9.60051588 | 1 | 0.3% |
| 3.878895465 | 1 | 0.3% |
| -0.1155227789 | 1 | 0.3% |
| 13.6330468 | 1 | 0.3% |
| 14.31989908 | 1 | 0.3% |
| -0.3218680642 | 1 | 0.3% |
| 5.74792131 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| -21.29815696 | 1 | |
| -20.60119574 | 1 | |
| -18.86732397 | 1 | |
| -18.83972932 | 1 | |
| -16.08469203 | 1 |
| Value | Count | Frequency (%) |
| 36.35120335 | 1 | |
| 28.84010992 | 1 | |
| 24.16817835 | 1 | |
| 23.89005124 | 1 | |
| 22.50297679 | 1 |
PSL_3
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| 66.66666666666667 | |
|---|---|
| 33.333333333333336 | |
| 100.0 | |
| 0.0 |
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 14.24547804 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5513 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 66.66666666666667 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 33.333333333333336 |
| 5th row | 66.66666666666667 |
| Value | Count | Frequency (%) |
| 66.66666666666667 | 164 | |
| 33.333333333333336 | 128 | |
| 100.0 | 68 | |
| 0.0 | 27 | 7.0% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 66.66666666666667 | 164 | |
| 33.333333333333336 | 128 | |
| 100.0 | 68 | |
| 0.0 | 27 | 7.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 6 | 2588 | |
| 3 | 2048 | |
| . | 387 | 7.0% |
| 0 | 258 | 4.7% |
| 7 | 164 | 3.0% |
| 1 | 68 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5126 | |
| Other Punctuation | 387 | 7.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 6 | 2588 | |
| 3 | 2048 | |
| 0 | 258 | 5.0% |
| 7 | 164 | 3.2% |
| 1 | 68 | 1.3% |
| Value | Count | Frequency (%) |
| . | 387 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5513 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 6 | 2588 | |
| 3 | 2048 | |
| . | 387 | 7.0% |
| 0 | 258 | 4.7% |
| 7 | 164 | 3.0% |
| 1 | 68 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5513 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 6 | 2588 | |
| 3 | 2048 | |
| . | 387 | 7.0% |
| 0 | 258 | 4.7% |
| 7 | 164 | 3.0% |
| 1 | 68 | 1.2% |
CDL_DOJI_3_0.1
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1161 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
| Value | Count | Frequency (%) |
| 0.0 | 341 | |
| 1.0 | 46 | 11.9% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 0.0 | 341 | |
| 1.0 | 46 | 11.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 728 | |
| . | 387 | |
| 1 | 46 | 4.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 774 | |
| Other Punctuation | 387 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 728 | |
| 1 | 46 | 5.9% |
| Value | Count | Frequency (%) |
| . | 387 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1161 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 728 | |
| . | 387 | |
| 1 | 46 | 4.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1161 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 728 | |
| . | 387 | |
| 1 | 46 | 4.0% |
TRUERANGE_1
Real number (ℝ≥0)
| Distinct | 385 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.70036297 |
|---|---|
| Minimum | 0.7580032349 |
| Maximum | 115.0900269 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | 0.7580032349 |
|---|---|
| 5-th percentile | 1.438804245 |
| Q1 | 5.104991913 |
| median | 14.29998779 |
| Q3 | 28.59500122 |
| 95-th percentile | 60.71601562 |
| Maximum | 115.0900269 |
| Range | 114.3320236 |
| Interquartile range (IQR) | 23.49000931 |
Descriptive statistics
| Standard deviation | 18.80553284 |
|---|---|
| Coefficient of variation (CV) | 0.9545779873 |
| Kurtosis | 2.820325757 |
| Mean | 19.70036297 |
| Median Absolute Deviation (MAD) | 10.34397888 |
| Skewness | 1.546642296 |
| Sum | 7624.04047 |
| Variance | 353.6480652 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.597991943 | 2 | 0.5% |
| 68.45001221 | 2 | 0.5% |
| 9.550003052 | 1 | 0.3% |
| 18.79998779 | 1 | 0.3% |
| 14.29998779 | 1 | 0.3% |
| 2.229995728 | 1 | 0.3% |
| 32.98602295 | 1 | 0.3% |
| 7.616004944 | 1 | 0.3% |
| 25.09002686 | 1 | 0.3% |
| 5.043998718 | 1 | 0.3% |
| Other values (375) | 375 |
| Value | Count | Frequency (%) |
| 0.7580032349 | 1 | |
| 0.8880004883 | 1 | |
| 0.9580001831 | 1 | |
| 0.9919967651 | 1 | |
| 1.001998901 | 1 |
| Value | Count | Frequency (%) |
| 115.0900269 | 1 | |
| 95.5 | 1 | |
| 88.44000244 | 1 | |
| 88.35003662 | 1 | |
| 76.40002441 | 1 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8730141851 |
|---|---|
| Minimum | -3.261496968 |
| Maximum | 3.904008176 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -3.261496968 |
|---|---|
| 5-th percentile | -1.558792975 |
| Q1 | 0.09499178136 |
| median | 1.067054453 |
| Q3 | 1.726419746 |
| 95-th percentile | 2.823665476 |
| Maximum | 3.904008176 |
| Range | 7.165505144 |
| Interquartile range (IQR) | 1.631427964 |
Descriptive statistics
| Standard deviation | 1.294462143 |
|---|---|
| Coefficient of variation (CV) | 1.482750412 |
| Kurtosis | 0.2395247494 |
| Mean | 0.8730141851 |
| Median Absolute Deviation (MAD) | 0.7883195004 |
| Skewness | -0.6048211499 |
| Sum | 337.8564896 |
| Variance | 1.67563224 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -2.102192436 | 1 | 0.3% |
| 1.166191286 | 1 | 0.3% |
| 1.038638859 | 1 | 0.3% |
| 1.031914188 | 1 | 0.3% |
| -0.6694696383 | 1 | 0.3% |
| -0.4457177119 | 1 | 0.3% |
| -1.156050822 | 1 | 0.3% |
| 0.6728075171 | 1 | 0.3% |
| 0.2810840575 | 1 | 0.3% |
| 1.627086047 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| -3.261496968 | 1 | |
| -2.995519264 | 1 | |
| -2.704597435 | 1 | |
| -2.62783598 | 1 | |
| -2.567920562 | 1 |
| Value | Count | Frequency (%) |
| 3.904008176 | 1 | |
| 3.886914225 | 1 | |
| 3.387056972 | 1 | |
| 3.376965566 | 1 | |
| 3.334465947 | 1 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 96.87156664 |
|---|---|
| Minimum | -4.182070923 |
| Maximum | 288.0229891 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -4.182070923 |
|---|---|
| 5-th percentile | -2.576017868 |
| Q1 | 30.7647752 |
| median | 54.28502836 |
| Q3 | 157.2179273 |
| 95-th percentile | 272.3837408 |
| Maximum | 288.0229891 |
| Range | 292.20506 |
| Interquartile range (IQR) | 126.4531521 |
Descriptive statistics
| Standard deviation | 85.62697712 |
|---|---|
| Coefficient of variation (CV) | 0.8839227039 |
| Kurtosis | -0.6440449158 |
| Mean | 96.87156664 |
| Median Absolute Deviation (MAD) | 50.75145503 |
| Skewness | 0.7158587153 |
| Sum | 37489.29629 |
| Variance | 7331.979211 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24.72150411 | 1 | 0.3% |
| 52.02633512 | 1 | 0.3% |
| 49.55515087 | 1 | 0.3% |
| 74.28851219 | 1 | 0.3% |
| 163.2276519 | 1 | 0.3% |
| 34.30063076 | 1 | 0.3% |
| 168.6571497 | 1 | 0.3% |
| 6.642131085 | 1 | 0.3% |
| 285.7376775 | 1 | 0.3% |
| 88.44150292 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| -4.182070923 | 1 | |
| -4.112515377 | 1 | |
| -4.109508769 | 1 | |
| -4.085728781 | 1 | |
| -4.028295428 | 1 |
| Value | Count | Frequency (%) |
| 288.0229891 | 1 | |
| 287.6510108 | 1 | |
| 287.4542998 | 1 | |
| 286.9918884 | 1 | |
| 285.9395556 | 1 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.006827305 |
|---|---|
| Minimum | -1.545331252 |
| Maximum | 2.622834071 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -1.545331252 |
|---|---|
| 5-th percentile | 0.9695989985 |
| Q1 | 0.9935962965 |
| median | 1.00916944 |
| Q3 | 1.023221575 |
| 95-th percentile | 1.043606251 |
| Maximum | 2.622834071 |
| Range | 4.168165323 |
| Interquartile range (IQR) | 0.02962527884 |
Descriptive statistics
| Standard deviation | 0.1695262429 |
|---|---|
| Coefficient of variation (CV) | 0.1683766838 |
| Kurtosis | 155.752086 |
| Mean | 1.006827305 |
| Median Absolute Deviation (MAD) | 0.01509363461 |
| Skewness | -6.654066178 |
| Sum | 389.6421672 |
| Variance | 0.02873914702 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.018235389 | 1 | 0.3% |
| 0.9973031433 | 1 | 0.3% |
| 1.007213684 | 1 | 0.3% |
| 1.020223037 | 1 | 0.3% |
| 1.024512884 | 1 | 0.3% |
| 1.027780536 | 1 | 0.3% |
| 1.036108694 | 1 | 0.3% |
| 0.9715837413 | 1 | 0.3% |
| 0.9718522159 | 1 | 0.3% |
| 0.9699086701 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| -1.545331252 | 1 | |
| 0.2906440635 | 1 | |
| 0.5824807127 | 1 | |
| 0.6707803226 | 1 | |
| 0.7475905677 | 1 |
| Value | Count | Frequency (%) |
| 2.622834071 | 1 | |
| 1.709365421 | 1 | |
| 1.396269391 | 1 | |
| 1.296912867 | 1 | |
| 1.242154872 | 1 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.73628779 |
|---|---|
| Minimum | -108.6974945 |
| Maximum | 123.871994 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -108.6974945 |
|---|---|
| 5-th percentile | -37.39760983 |
| Q1 | -1.527900124 |
| median | 6.834898376 |
| Q3 | 21.75069885 |
| 95-th percentile | 82.31366119 |
| Maximum | 123.871994 |
| Range | 232.5694885 |
| Interquartile range (IQR) | 23.27859898 |
Descriptive statistics
| Standard deviation | 34.57719863 |
|---|---|
| Coefficient of variation (CV) | 2.946178489 |
| Kurtosis | 2.110278701 |
| Mean | 11.73628779 |
| Median Absolute Deviation (MAD) | 11.41439514 |
| Skewness | 0.1646948634 |
| Sum | 4541.943375 |
| Variance | 1195.582665 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.04270038605 | 1 | 0.3% |
| 15.79369965 | 1 | 0.3% |
| -92.072995 | 1 | 0.3% |
| 6.152599525 | 1 | 0.3% |
| 20.91159859 | 1 | 0.3% |
| -16.45839844 | 1 | 0.3% |
| -0.5562009811 | 1 | 0.3% |
| 40.13900146 | 1 | 0.3% |
| 12.74040451 | 1 | 0.3% |
| 6.255799103 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| -108.6974945 | 1 | |
| -101.7774933 | 1 | |
| -92.072995 | 1 | |
| -91.61649475 | 1 | |
| -89.735495 | 1 |
| Value | Count | Frequency (%) |
| 123.871994 | 1 | |
| 119.0764984 | 1 | |
| 114.9149933 | 1 | |
| 104.0214905 | 1 | |
| 98.67500153 | 1 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8226002666 |
|---|---|
| Minimum | -78.56781286 |
| Maximum | 9.615056317 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -78.56781286 |
|---|---|
| 5-th percentile | -0.1909566522 |
| Q1 | 0.8422459976 |
| median | 0.9960962066 |
| Q3 | 1.179563961 |
| 95-th percentile | 2.139176592 |
| Maximum | 9.615056317 |
| Range | 88.18286918 |
| Interquartile range (IQR) | 0.337317963 |
Descriptive statistics
| Standard deviation | 4.314882983 |
|---|---|
| Coefficient of variation (CV) | 5.245418897 |
| Kurtosis | 299.4141965 |
| Mean | 0.8226002666 |
| Median Absolute Deviation (MAD) | 0.1669953532 |
| Skewness | -16.34594319 |
| Sum | 318.3463032 |
| Variance | 18.61821516 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6789179744 | 1 | 0.3% |
| 0.294475454 | 1 | 0.3% |
| 1.405132116 | 1 | 0.3% |
| 1.057474629 | 1 | 0.3% |
| 0.840758335 | 1 | 0.3% |
| 0.9236063588 | 1 | 0.3% |
| 1.261281187 | 1 | 0.3% |
| 0.9333463878 | 1 | 0.3% |
| 0.8598822819 | 1 | 0.3% |
| 0.9012257389 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| -78.56781286 | 1 | |
| -16.78192394 | 1 | |
| -7.2548475 | 1 | |
| -3.916056234 | 1 | |
| -3.181837139 | 1 |
| Value | Count | Frequency (%) |
| 9.615056317 | 1 | |
| 8.479360387 | 1 | |
| 7.696475319 | 1 | |
| 6.438813205 | 1 | |
| 6.13118631 | 1 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.58852656 |
|---|---|
| Minimum | -97.58369812 |
| Maximum | 135.0095978 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -97.58369812 |
|---|---|
| 5-th percentile | -38.3576504 |
| Q1 | 3.917390003 |
| median | 19.53171783 |
| Q3 | 44.06187851 |
| 95-th percentile | 116.1505608 |
| Maximum | 135.0095978 |
| Range | 232.5932959 |
| Interquartile range (IQR) | 40.14448851 |
Descriptive statistics
| Standard deviation | 44.64519966 |
|---|---|
| Coefficient of variation (CV) | 1.744735069 |
| Kurtosis | 1.191991803 |
| Mean | 25.58852656 |
| Median Absolute Deviation (MAD) | 17.77437824 |
| Skewness | 0.1501969523 |
| Sum | 9902.759778 |
| Variance | 1993.193853 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 62.79445892 | 1 | 0.3% |
| 47.93923767 | 1 | 0.3% |
| 8.472859879 | 1 | 0.3% |
| 25.18364151 | 1 | 0.3% |
| 2.853819885 | 1 | 0.3% |
| 27.37806107 | 1 | 0.3% |
| 17.88696106 | 1 | 0.3% |
| 14.84350014 | 1 | 0.3% |
| -1.27987999 | 1 | 0.3% |
| 35.99690002 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| -97.58369812 | 1 | |
| -96.88789856 | 1 | |
| -96.33380066 | 1 | |
| -94.36470032 | 1 | |
| -94.24429871 | 1 |
| Value | Count | Frequency (%) |
| 135.0095978 | 1 | |
| 134.942998 | 1 | |
| 134.0340985 | 1 | |
| 132.2872986 | 1 | |
| 132.1716974 | 1 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9794647528 |
|---|---|
| Minimum | -18.94651159 |
| Maximum | 8.443957764 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -18.94651159 |
|---|---|
| 5-th percentile | 0.713317086 |
| Q1 | 0.9600869456 |
| median | 1.011585182 |
| Q3 | 1.055065628 |
| 95-th percentile | 1.283952276 |
| Maximum | 8.443957764 |
| Range | 27.39046935 |
| Interquartile range (IQR) | 0.09497868242 |
Descriptive statistics
| Standard deviation | 1.153518988 |
|---|---|
| Coefficient of variation (CV) | 1.177703419 |
| Kurtosis | 236.5477929 |
| Mean | 0.9794647528 |
| Median Absolute Deviation (MAD) | 0.04591242071 |
| Skewness | -12.61035937 |
| Sum | 379.0528593 |
| Variance | 1.330606056 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.011585182 | 1 | 0.3% |
| 0.9619908171 | 1 | 0.3% |
| 0.9805972012 | 1 | 0.3% |
| 1.059765384 | 1 | 0.3% |
| -1.497600256 | 1 | 0.3% |
| 0.9805494065 | 1 | 0.3% |
| 1.006080778 | 1 | 0.3% |
| 1.456249825 | 1 | 0.3% |
| 1.039822909 | 1 | 0.3% |
| 0.9053673228 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| -18.94651159 | 1 | |
| -1.674690431 | 1 | |
| -1.497600256 | 1 | |
| -0.4121200752 | 1 | |
| -0.3911445972 | 1 |
| Value | Count | Frequency (%) |
| 8.443957764 | 1 | |
| 4.675618405 | 1 | |
| 4.497405971 | 1 | |
| 2.55566245 | 1 | |
| 2.534667419 | 1 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.1886680457 |
|---|---|
| Minimum | -420.4361362 |
| Maximum | 31.84985671 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -420.4361362 |
|---|---|
| 5-th percentile | -0.7620869848 |
| Q1 | 0.7043996003 |
| median | 0.9550213771 |
| Q3 | 1.180203162 |
| 95-th percentile | 2.442967542 |
| Maximum | 31.84985671 |
| Range | 452.2859929 |
| Interquartile range (IQR) | 0.4758035622 |
Descriptive statistics
| Standard deviation | 21.7187725 |
|---|---|
| Coefficient of variation (CV) | -115.1163273 |
| Kurtosis | 365.9352219 |
| Mean | -0.1886680457 |
| Median Absolute Deviation (MAD) | 0.2378729395 |
| Skewness | -18.89654265 |
| Sum | -73.01453368 |
| Variance | 471.7050791 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6880615422 | 1 | 0.3% |
| 0.8301403929 | 1 | 0.3% |
| 0.6493993589 | 1 | 0.3% |
| 0.8985692801 | 1 | 0.3% |
| 0.4652086496 | 1 | 0.3% |
| 1.031768412 | 1 | 0.3% |
| 5.01614265 | 1 | 0.3% |
| 0.6091870848 | 1 | 0.3% |
| 0.9692953798 | 1 | 0.3% |
| 0.7826916455 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| -420.4361362 | 1 | |
| -54.28953674 | 1 | |
| -10.68946658 | 1 | |
| -7.12425093 | 1 | |
| -6.806755112 | 1 |
| Value | Count | Frequency (%) |
| 31.84985671 | 1 | |
| 12.38158309 | 1 | |
| 11.06022334 | 1 | |
| 7.632769356 | 1 | |
| 6.750837753 | 1 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.006151569282 |
|---|---|
| Minimum | -0.08079053699 |
| Maximum | 0.1430353405 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | -0.08079053699 |
|---|---|
| 5-th percentile | -0.04286675275 |
| Q1 | -0.004544721816 |
| median | 0.001819530926 |
| Q3 | 0.02072529027 |
| 95-th percentile | 0.05366135604 |
| Maximum | 0.1430353405 |
| Range | 0.2238258774 |
| Interquartile range (IQR) | 0.02527001209 |
Descriptive statistics
| Standard deviation | 0.02729207374 |
|---|---|
| Coefficient of variation (CV) | 4.436603489 |
| Kurtosis | 1.887937992 |
| Mean | 0.006151569282 |
| Median Absolute Deviation (MAD) | 0.0131444853 |
| Skewness | 0.3477298131 |
| Sum | 2.380657312 |
| Variance | 0.0007448572891 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.08079053699 | 1 | 0.3% |
| -0.00790372238 | 1 | 0.3% |
| -0.02174418256 | 1 | 0.3% |
| -0.001861036203 | 1 | 0.3% |
| 0.001519564586 | 1 | 0.3% |
| 0.0218093673 | 1 | 0.3% |
| 0.0005292121393 | 1 | 0.3% |
| -0.04268607104 | 1 | 0.3% |
| 0.04049479375 | 1 | 0.3% |
| 0.03717768253 | 1 | 0.3% |
| Other values (377) | 377 |
| Value | Count | Frequency (%) |
| -0.08079053699 | 1 | |
| -0.06423133552 | 1 | |
| -0.06327872719 | 1 | |
| -0.05891272704 | 1 | |
| -0.05790754182 | 1 |
| Value | Count | Frequency (%) |
| 0.1430353405 | 1 | |
| 0.08314868297 | 1 | |
| 0.07909973334 | 1 | |
| 0.07373908983 | 1 | |
| 0.0735199621 | 1 |
PL
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1161 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
| Value | Count | Frequency (%) |
| 1.0 | 220 | |
| 0.0 | 167 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1.0 | 220 | |
| 0.0 | 167 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 554 | |
| . | 387 | |
| 1 | 220 | 18.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 774 | |
| Other Punctuation | 387 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 554 | |
| 1 | 220 | 28.4% |
| Value | Count | Frequency (%) |
| . | 387 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1161 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 554 | |
| . | 387 | |
| 1 | 220 | 18.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1161 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 554 | |
| . | 387 | |
| 1 | 220 | 18.9% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| close | RSI_14 | INC_2 | ROC_2 | PSL_3 | CDL_DOJI_3_0.1 | TRUERANGE_1 | Z_30 | dif_M50M180 | ratio_M50M180 | dif_M5M20 | ratio_M5M20 | dif_M20M50 | ratio_M20M50 | ratio_MACDh_12_26_9 | obv_pct_delta | PL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 846.640015 | 67.656010 | 0 | -0.447998 | 66.666667 | 0.0 | 19.380005 | 1.237258 | 236.656833 | 1.020146 | 66.176498 | 0.868874 | 129.955098 | 1.014104 | -420.436136 | -0.000120 | 1.0 |
| 1 | 62.661999 | 72.649735 | 0 | -0.539666 | 0.000000 | 0.0 | 1.336002 | 1.594511 | 0.579582 | 2.622834 | 8.614900 | 0.859213 | 4.919540 | 1.101707 | 0.809223 | -0.015165 | 0.0 |
| 2 | 89.014000 | 28.443504 | 0 | -20.601196 | 0.000000 | 0.0 | 20.889999 | -2.704597 | 54.565979 | 0.996572 | -31.149700 | 1.105301 | 12.703620 | 0.778768 | 1.177960 | -0.057119 | 0.0 |
| 3 | 635.619995 | 43.403813 | 1 | 2.733102 | 33.333333 | 0.0 | 46.649963 | -0.768101 | 196.064499 | 0.971852 | -24.426993 | 1.127747 | -91.782800 | 0.986354 | 0.258915 | 0.002859 | 1.0 |
| 4 | 844.989990 | 67.465740 | 1 | 0.052099 | 66.666667 | 0.0 | 14.299988 | 1.311024 | 231.983255 | 1.019602 | 76.163495 | 0.867426 | 128.147699 | 1.011490 | 0.002033 | 0.001363 | 0.0 |
| 5 | 742.020020 | 41.692538 | 1 | 3.851647 | 33.333333 | 0.0 | 50.830017 | -1.821898 | 283.958634 | 0.997303 | -66.517990 | 1.066925 | 38.026398 | 0.802602 | 0.892824 | -0.007904 | 1.0 |
| 6 | 377.417999 | 74.325487 | 1 | 14.319899 | 100.000000 | 0.0 | 17.652008 | 3.117012 | 101.831089 | 1.020223 | 34.994801 | 1.980005 | 40.173521 | 0.986219 | 1.805359 | 0.048626 | 1.0 |
| 7 | 140.264008 | 52.514385 | 0 | -12.390849 | 33.333333 | 0.0 | 19.768005 | 0.650136 | 35.952585 | 0.964389 | 17.054604 | 0.832895 | 10.618161 | 1.443214 | 0.342404 | -0.080791 | 0.0 |
| 8 | 442.299988 | 56.647423 | 1 | 3.845786 | 100.000000 | 1.0 | 14.739990 | 0.650347 | 158.488880 | 1.008179 | 3.003998 | 3.690422 | 31.794323 | 0.941126 | 0.331155 | 0.017936 | 1.0 |
| 9 | 844.549988 | 68.118799 | 0 | -0.053256 | 33.333333 | 0.0 | 23.840027 | 1.518001 | 223.155033 | 1.020854 | 95.374490 | 0.971870 | 127.166698 | 1.007615 | 0.652236 | -0.003552 | 1.0 |
Last rows
| close | RSI_14 | INC_2 | ROC_2 | PSL_3 | CDL_DOJI_3_0.1 | TRUERANGE_1 | Z_30 | dif_M50M180 | ratio_M50M180 | dif_M5M20 | ratio_M5M20 | dif_M20M50 | ratio_M20M50 | ratio_MACDh_12_26_9 | obv_pct_delta | PL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 377 | 82.940002 | 71.401240 | 0 | -3.768507 | 33.333333 | 0.0 | 4.223999 | 1.454877 | 16.166715 | 1.028474 | 9.687002 | 0.952489 | 6.326040 | 1.038868 | 0.700051 | -0.029840 | 0.0 |
| 378 | 676.880005 | 45.403841 | 0 | -2.428895 | 33.333333 | 0.0 | 36.940002 | -0.741063 | 250.128677 | 0.987096 | -2.766010 | 0.294475 | -83.954596 | 1.068622 | 1.041968 | -0.000680 | 0.0 |
| 379 | 850.450012 | 68.707678 | 1 | 2.940113 | 66.666667 | 0.0 | 22.219971 | 1.471297 | 227.523278 | 1.019575 | 87.803992 | 0.920623 | 126.691998 | 0.996267 | 0.558936 | 0.013517 | 1.0 |
| 380 | 130.190002 | 61.118926 | 1 | 18.604698 | 100.000000 | 0.0 | 15.799995 | 0.929187 | 46.885684 | 0.990944 | 14.485499 | 1.666686 | -30.517540 | 0.968187 | 1.367577 | 0.047843 | 1.0 |
| 381 | 177.412003 | 93.057545 | 1 | 36.351203 | 100.000000 | 1.0 | 37.798004 | 3.334466 | 30.150388 | 1.048265 | 27.136301 | 1.452296 | 23.581500 | 1.103710 | 1.699081 | 0.143035 | 1.0 |
| 382 | 421.260010 | 50.197340 | 0 | -3.841673 | 33.333333 | 0.0 | 31.500000 | -0.317897 | 157.232735 | 0.988185 | 1.692503 | -0.482264 | 2.843100 | 0.820117 | 0.640472 | -0.014976 | 0.0 |
| 383 | 655.900024 | 67.807325 | 1 | 3.576790 | 33.333333 | 0.0 | 39.320007 | 1.346212 | 162.003490 | 1.009176 | 41.128011 | 0.938460 | 98.948399 | 1.040495 | -0.192237 | 0.003754 | 1.0 |
| 384 | 816.039978 | 80.012096 | 1 | 11.009236 | 100.000000 | 0.0 | 61.010010 | 2.797383 | 189.407156 | 1.022650 | 75.850488 | 1.266148 | 112.008901 | 1.003519 | 2.049076 | 0.025480 | 1.0 |
| 385 | 653.200012 | 34.625280 | 0 | -9.079518 | 33.333333 | 0.0 | 48.989990 | -2.092531 | 275.468288 | 0.990714 | -88.671503 | 1.082852 | -6.551100 | -1.497600 | 1.030990 | -0.014287 | 0.0 |
| 386 | 88.601997 | 78.627391 | 1 | 5.899645 | 100.000000 | 0.0 | 4.748001 | 1.785751 | 17.734962 | 1.032537 | 7.459600 | 0.923606 | 7.098760 | 1.051874 | 1.090278 | 0.036169 | 1.0 |